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JonasGeiping avatar JonasGeiping commented on June 25, 2024

Hi, I totally missed this.

Yes, this is strictly a standard performance improvement (that maybe was not discussed enough in the original BERT paper, which is where the confusion comes from), and there is no downside to applying it (aside from dynamic tensor shapes in some implementations).

Regarding your question, even if sparse prediction is turned off, there is still no loss computed on the unmasked tokens. There would just be more unused work as logits are computed than are then masked during the computation of the cross entropy loss.

from cramming.

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